{"id":55,"date":"2026-02-09T01:28:45","date_gmt":"2026-02-08T17:28:45","guid":{"rendered":"https:\/\/ly57.cn\/?p=55"},"modified":"2026-02-09T20:05:21","modified_gmt":"2026-02-09T12:05:21","slug":"%e6%af%8f%e6%97%a5%e6%8a%80%e6%9c%af%e6%96%87%e7%ab%a0%ef%bc%9avibe-coding-%e4%b8%8d%e6%98%af%e4%bd%8e%e8%b4%a8%e9%87%8f%e4%bb%a3%e7%a0%81%e7%9a%84%e5%80%9f%e5%8f%a3","status":"publish","type":"post","link":"https:\/\/ly57.cn\/index.php\/2026\/02\/09\/%e6%af%8f%e6%97%a5%e6%8a%80%e6%9c%af%e6%96%87%e7%ab%a0%ef%bc%9avibe-coding-%e4%b8%8d%e6%98%af%e4%bd%8e%e8%b4%a8%e9%87%8f%e4%bb%a3%e7%a0%81%e7%9a%84%e5%80%9f%e5%8f%a3\/","title":{"rendered":"\u6bcf\u65e5\u6280\u672f\u6587\u7ae0\uff1aVibe Coding \u4e0d\u662f\u4f4e\u8d28\u91cf\u4ee3\u7801\u7684\u501f\u53e3"},"content":{"rendered":"\n
\n

“Move faster and break even more things”<\/p>\n<\/blockquote>\n\n\n\n

That twist on Silicon Valley\u2019s old mantra echoes through recent engineering circles as \u201cvibe coding\u201d enters the chat. Yes, AI-assisted development is transforming how we build software, but it\u2019s not a free pass to abandon rigor, review, or craftsmanship.<\/strong> “Vibe coding” is not an excuse for low-quality work.<\/p>\n\n\n\n

\u7845\u8c37\u90a3\u53e5\u8001\u53e3\u53f7\u7684\u65b0\u8bf4\u6cd5\u6700\u8fd1\u5728\u5de5\u7a0b\u5e08\u5708\u5b50\u91cc\u4f20\u5f00\u4e86 —- \u8fd9\u90fd\u56e0\u4e3a\u201c\u6c1b\u56f4\u7f16\u7801\uff08vibe coding\uff09\u201d\u706b\u4e86\u8d77\u6765\u3002\u662f\u7684\uff0cAI\u8f85\u52a9\u5f00\u53d1\u786e\u5b9e\u6539\u53d8\u4e86\u6211\u4eec\u5199\u4ee3\u7801\u7684\u65b9\u5f0f\uff0c\u4f46\u8fd9\u53ef\u4e0d\u4ee3\u8868\u5c31\u80fd\u4e22\u4e86\u4e25\u8c28\u3001\u4e0d\u505a\u5ba1\u67e5\uff0c\u4e5f\u4e0d\u7ba1\u6d3b\u513f\u5e72\u5f97\u7cd9\u4e0d\u7cd9\u3002\u201cvibe coding\u201d\u53ef\u4e0d\u662f\u6577\u884d\u4e86\u4e8b\u7684\u501f\u53e3\u3002<\/p>\n\n\n\n

Let\u2019s acknowledge the good: AI-assisted coding can<\/em> be a game-changer. It lowers barriers<\/strong> for new programmers and non-programmers, allowing them to produce working software by simply describing what they need. This unblocks creativity \u2013 more people can solve their own problems with custom software, part of a trend some call the unbundling of personal software<\/a><\/em> (using small AI-built tools instead of one-size-fits-all apps). Even experienced engineers stand to benefit.<\/p>\n\n\n\n

\u8ba9\u6211\u4eec\u627f\u8ba4\u597d\u7684\u65b9\u9762\uff1aAI\u8f85\u52a9\u7f16\u7801\u53ef\u4ee5\u6539\u53d8 \u7f16\u7801\u89c4\u5219\u3002\u5b83\u964d\u4f4e\u4e86\u65b0\u7a0b\u5e8f\u5458\u548c\u975e\u7a0b\u5e8f\u5458\u7684\u7f16\u7801\u95e8\u69db\uff0c\u4f7f\u5f97\u4ed6\u4eec\u80fd\u591f\u901a\u8fc7\u7b80\u5355\u7684\u63cf\u8ff0\u81ea\u5df1\u7684\u9700\u6c42\u6765\u751f\u6210\u53ef\u8fd0\u884c\u7684\u8f6f\u4ef6\u3002\u8fd9\u6d88\u9664\u4e86\u521b\u9020\u529b\u7684\u969c\u788d —- \u66f4\u591a\u7684\u4eba\u53ef\u4ee5\u901a\u8fc7\u5b9a\u5236\u8f6f\u4ef6\u6765\u89e3\u51b3\u81ea\u5df1\u7684\u95ee\u9898\u5417\uff0c\u8fd9\u662f\u67d0\u4e9b\u4eba\u79f0\u4e4b\u4e3a \u4e2a\u4eba\u8f6f\u4ef6\u89e3\u8026 \uff08\u4f7f\u7528\u5c0f\u6210\u672cAI\u6784\u5efa\u7684\u5de5\u5177\uff0c\u800c\u4e0d\u662f\u901a\u7528\u5e94\u7528\u7a0b\u5e8f\uff09\u8d8b\u52bf\u7684\u4e00\u90e8\u5206\u3002\u5373\u4f7f\u662f\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5de5\u7a0b\u5e08\u4e5f\u53d7\u76ca\u5176\u4e2d\u3002<\/p>\n\n\n\n

However, as any seasoned engineer will tell you, speed means nothing if the wheels fall off down the road<\/strong>. And this is where the cracks begin to show \u2013 in the gap between the vibe<\/em> and the reality<\/em> of building maintainable, robust software.<\/p>\n\n\n\n

\u7136\u800c\uff0c\u4efb\u4f55\u6709\u7ecf\u9a8c\u7684\u5de5\u7a0b\u5e08\u90fd\u4f1a\u544a\u8bc9\u4f60\uff0c\u5982\u679c\u8f66\u8f6e\u5728\u9053\u8def\u4e2d\u9014\u6ed1\u843d\uff0c\u901f\u5ea6\u5c31\u6beb\u65e0\u610f\u4e49\u3002\u800c\u95ee\u9898\u5c31\u51fa\u5728\u8fd9\uff0cvibe \u5728\u548c\u53ef\u7ef4\u62a4\u6027\u3001\u5065\u58ee\u6027\u8f6f\u4ef6\u7684\u73b0\u5b9e\u4e4b\u95f4\u7684\u7f1d\u9699\u3002<\/p>\n\n\n\n

\u6b8b\u9177\u7684\u4e8b\u5b9e\uff1a\u4ee3\u7801\u8d28\u91cf\u4e0d\u662f\u81ea\u52a8\u5316\u7684<\/h1>\n\n\n\n
\n

The hard truth: quality isn`t automatic.<\/p>\n<\/blockquote>\n\n\n\n

For all the hype, vibe coding has earned plenty of skepticism from veteran developers. The core critique: just because an AI can spit out code quickly doesn\u2019t mean that code is any good<\/em>. In fact, it can be downright dangerous to accept AI-generated output at face value. The joking complaint that \u201ctwo engineers can now create the tech debt of fifty\u201d<\/em> contains a grain of truth. Unchecked AI-generated code can massively amplify technical debt<\/strong>, the hidden problems that make software brittle and costly to maintain.<\/p>\n\n\n\n

\u5bf9\u4e8e\u6240\u6709\u7684\u7092\u4f5c\uff0cvibe coding\u5df2\u7ecf\u5b58\u5728\u8bb8\u591a\u8d44\u6df1\u5f00\u53d1\u8005\u7684\u6000\u7591\u3002\u6838\u5fc3\u6279\u8bc4\uff1a\u4ec5\u4ec5\u56e0\u4e3aAI\u53ef\u4ee5\u5feb\u901f\u8f93\u51fa\u4ee3\u7801\uff0c\u5e76\u4e0d\u610f\u5473\u7740\u4ee3\u7801\u6709\u591a\u597d\u3002\u4e8b\u5b9e\u4e0a\uff0c\u4ece\u8868\u9762\u4e0a\u63a5\u53d7ai\u751f\u6210\u7684\u8f93\u51fa\u7684\u975e\u5e38\u5371\u9669\u7684\u3002\u201c\u4e24\u4e2a\u5de5\u7a0b\u5e08\u73b0\u5728\u53ef\u4ee5\u521b\u902050\u4e2a\u5de5\u7a0b\u5e08\u7684\u6280\u672f\u503a\u52a1\u201d\uff0c\u8fd9\u4e00\u5f00\u73a9\u7b11\u5f0f\u7684\u62b1\u6028\u5e76\u975e\u6beb\u65e0\u9053\u7406\u3002\u672a\u7ecf\u68c0\u67e5\u7684AI\u751f\u6210\u7684\u4ee3\u7801\u4f1a\u6781\u5927\u7684\u653e\u5927\u6280\u672f\u503a\u52a1\uff0c\u8fd9\u4e9b\u9690\u85cf\u7684\u95ee\u9898\u4f7f\u8f6f\u4ef6\u53d8\u5f97\u8106\u5f31\uff0c\u7ef4\u62a4\u6210\u672c\u9ad8\u6602\u3002<\/p>\n\n\n\n

Many early vibe-coded projects look good on the surface (\u201cit works, ship it!\u201d) but hide a minefield of issues: no error handling, poor performance, questionable security practices, and logically brittle code. One might say such projects are built on sand<\/strong>. I\u2019ve used the term \u201chouse of cards code<\/a>\u201d<\/strong> \u2013 code that \u201clooks complete but collapses under real-world pressure\u201d. If you\u2019ve ever seen a junior developer\u2019s first big feature that almost<\/em> works but crumbles with one unexpected input, you get the idea. AI can churn out a lot of code quickly, but volume \u2260 quality.<\/p>\n\n\n\n

\u8bb8\u591a\u65e9\u671f\u901a\u8fc7vibe\u7f16\u5199\u7684\u9879\u76ee\u8868\u9762\u4e0a\u770b\u8d77\u6765\u5f88\u597d\uff08\u201c\u5b83\u80fd\u8dd1\u8d77\u6765\uff0c\u53d1\u5e03\uff01\u201d\uff09\uff0c\u4f46\u662f\u5ffd\u89c6\u4e86\u4e00\u7cfb\u5217\u95ee\u9898\uff1a\u6ca1\u6709\u9519\u8bef\u5904\u7406\u3001\u6027\u80fd\u4e0d\u4f73\u3001\u53ef\u7591\u7684\u5b89\u5168\u5b9e\u8df5\u4ee5\u53ca\u903b\u8f91\u4e0a\u8106\u5f31\u7684\u4ee3\u7801\u3002\u6709\u4eba\u53ef\u80fd\u4f1a\u8bf4\uff0c\u8fd9\u6837\u7684\u9879\u76ee\u662f\u5efa\u7acb\u5728\u6c99\u5b50\u4e0a\u7684\uff0c\u6211\u662f\u7528\u4e86\u201c\u7eb8\u724c\u5c4b\u4ee3\u7801\u201d — \u4ee3\u7801\u201c\u770b\u8d77\u6765\u5b8c\u6574\uff0c\u4f46\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u538b\u529b\u4e0b\u5d29\u6e83\u201d\u7684\u4ee3\u7801\u3002\u5982\u679c\u4f60\u66fe\u7ecf\u770b\u5230\u8fc7\u521d\u7ea7\u5f00\u53d1\u4eba\u5458\u7684\u7b2c\u4e00\u4e2a\u5927\u51e0\u4e4e\u53ef\u4ee5\u5de5\u4f5c\uff0c\u4f46\u7531\u4e8e\u4e00\u4e2a\u610f\u60f3\u4e0d\u5230\u7684\u8f93\u5165\u5c31\u4f1a\u5d29\u6e83\uff0c\u90a3\u4e48\u4f60\u5c31\u4f1a\u660e\u767d\uff0cAI\u53ef\u4ee5\u5feb\u901f\u751f\u6210\u5927\u91cf\u4ee3\u7801\uff0c\u4f46\u6570\u91cf\u2260\u8d28\u91cf\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

“AI is like having a very eager junior developer on your team” an idea well illustrated in this illustration by Forrest Brazeal<\/a>.<\/em><\/p>\n\n\n\n

\u201cAI\u5c31\u50cf\u5728\u4f60\u7684\u56e2\u961f\u4e2d\u62e5\u6709\u4e00\u4e2a\u975e\u5e38\u70ed\u5fc3\u7684\u521d\u7ea7\u5f00\u53d1\u8005\u201d\uff0cForrest Brazeal\u5728\u8fd9\u5e45\u63d2\u56fe\u4e2d\u5f88\u597d\u5730\u8bf4\u660e\u4e86\u8fd9\u4e00\u60f3\u6cd5\u3002<\/p>\n\n\n\n

The dangers aren\u2019t purely hypothetical. Consider maintainability: Who will maintain an AI-written module if it\u2019s obscure or overly complex? If even the original developer doesn\u2019t fully understand the AI\u2019s solution, future modifications become nightmares. Security is another huge concern \u2013 AI might generate code that appears<\/em> to work but has SQL injection flaws or unsafe error handling. Without rigorous review, these can slip into production. There\u2019s also the risk of overfitting to the prompt<\/strong>: an AI will do exactly what you ask, which might not be exactly what you truly need. Human coders often adjust a design as they implement, discovering misassumptions along the way. AI won\u2019t catch those misassumptions unless the human in the loop notices and corrects it.<\/p>\n\n\n\n

\u8fd9\u4e9b\u5371\u673a\u5e76\u975e\u7eaf\u7cb9\u662f\u5047\u8bbe\u7684\u3002\u8003\u8651\u53ef\u7ef4\u62a4\u6027\uff1a\u5982\u679cAI\u5199\u7684\u6a21\u5757\u6666\u6da9\u96be\u61c2\u6216\u8fc7\u4e8e\u590d\u6742\uff0c\u8c01\u6765\u7ef4\u62a4\u5b83\u5462\uff1f\u5982\u679c\u8fde\u6700\u521d\u7684\u5f00\u53d1\u8005\u90fd\u4e0d\u80fd\u5b8c\u5168\u7406\u89e3AI\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u90a3\u4e48\u672a\u6765\u7684\u7ef4\u62a4\u5c31\u4f1a\u53d8\u6210\u5669\u68a6\u3002\u53e6\u4e00\u4e2a\u5de8\u5927\u7684\u62c5\u5fe7\u7684\u5b89\u5168\u6027 —- AI\u53ef\u80fd\u4f1a\u751f\u6210\u770b\u4f3c\u6709\u6548\u4f46\u5b58\u5728SQL\u6ce8\u5165\u7f3a\u9677\u6216\u4e0d\u5b89\u5168\u9519\u8bef\u5904\u7406\u7684\u4ee3\u7801\u3002\u5982\u679c\u6ca1\u6709\u4e25\u683c\u7684\u5ba1\u67e5\uff0c\u8fd9\u4e9b\u4ee3\u7801\u53ef\u80fd\u4f1a\u6cc4\u9732\u5230\u751f\u4ea7\u73af\u5883\u4e2d\u3002\u8fd9\u4e5f\u5b58\u5728\u8fc7\u5ea6\u62df\u5408\u7684\u98ce\u9669\uff1aAI\u5c06\u5b8c\u5168\u6309\u7167\u4f60\u7684\u8981\u6c42\u53bb\u505a\uff0c\u800c\u8005\u53ef\u80fd\u4e0d\u662f\u4f60\u771f\u6b63\u9700\u8981\u7684\u3002\u4eba\u7c7b\u7a0b\u5e8f\u5458\u5728\u7814\u53d1\u8fc7\u7a0b\u4e2d\u7ecf\u5e38\u8c03\u6574\u8bbe\u8ba1\uff0c\u5728\u6b64\u8fc7\u7a0b\u4e2d\u53d1\u73b0\u9519\u8bef\u7684\u903b\u8f91\u3002AI\u65e0\u6cd5\u6355\u6349\u5230\u8fd9\u4e9b\u9519\u8bef\u903b\u8f91\uff0c\u9664\u975e\u5904\u4e8e\u7f16\u7801\u4e2d\u7684\u4eba\u7c7b\u6ce8\u610f\u5230\u5e76\u7ea0\u6b63\u5b83\u3002<\/p>\n\n\n\n

None of this is to say AI can\u2019t write good<\/strong> code \u2013 it sometimes does \u2013 but rather that context, scrutiny, and expertise are required to discern good from bad<\/strong>. In 2025, we are essentially using a very eager but inexperienced assistant. You wouldn\u2019t let a first-year junior dev architect your entire system unsupervised; similarly you shouldn\u2019t blindly trust an AI\u2019s code without oversight. The hype of \u201cAI magic\u201d needs to meet the reality of software engineering principles.<\/p>\n\n\n\n

\u201c\u8fd9\u5e76\u4e0d\u662f\u8bf4AI\u4e0d\u80fd\u7f16\u5199\u51fa\u597d\u7684\u4ee3\u7801\u201d —- \u6709\u65f6\u786e\u5b9e\u53ef\u4ee5 — \u4f46\u662f\u9700\u8981\u4e0a\u4e0b\u6587\u3001\u5ba1\u67e5\u548c\u4e13\u4e1a\u77e5\u8bc6\u6765\u8fa8\u522b\u597d\u548c\u574f\u3002\u57282025\u5e74\uff0c\u6211\u4eec\u57fa\u672c\u4e0a\u90fd\u662f\u5728\u4f7f\u7528\u4e00\u4e2a\u975e\u5e38\u70ed\u8877\u5f00\u53d1\u4f46\u7ecf\u9a8c\u4e0d\u8db3\u7684\u52a9\u624b\u3002\u4f60\u4e0d\u4f1a\u8ba9\u4e00\u4e2a\u7b2c\u4e00\u5e74\u8fdb\u5165\u7684\u521d\u7ea7\u5f00\u53d1\u4eba\u5458\u5728\u4f60\u4e0d\u77e5\u60c5\u7684\u60c5\u51b5\u4e0b\u63a5\u624b\u4f60\u7684\u6574\u4e2a\u9879\u76ee\u3002\u7c7b\u4f3c\u5730\uff0c\u4f60\u4e5f\u4e0d\u5e94\u8be5\u76f2\u76ee\u76f8\u4fe1\u4e00\u4e2a\u6ca1\u6709\u76d1\u7763\u5ba1\u67e5\u7684AI\u4ee3\u7801\u3002AI \u9b54\u6cd5 \u7684\u7092\u4f5c\u9700\u8981\u6ee1\u8db3\u8f6f\u4ef6\u5de5\u7a0b\u539f\u5219\u7684\u73b0\u5b9e\u3002<\/p>\n\n\n\n

So, how do we strike the balance? The key is not<\/strong> to throw vibe coding out entirely \u2013 it can<\/em> be incredibly useful \u2013 but to integrate it in a disciplined way. Engineers must approach AI assistance as a tool with known limitations<\/em>, not a mystical code genie. In practice, that means keeping the human in the loop and maintaining our standards of quality. Let\u2019s explore what that looks like.<\/p>\n\n\n\n

\u90a3\u4e48\uff0c\u6211\u4eec\u8be5\u5982\u4f55\u627e\u5230\u5e73\u8861\u5462\uff1f\u5173\u952e\u5728\u4e8e\u4e0d\u8981\u5b8c\u5168\u629b\u5f03 vibe coding — \u5b83\u53ef\u4ee5\u975e\u5e38\u6709\u7528 – \u4f46\u8981\u4ee5\u6709\u89c4\u5219\u7684\u65b9\u5f0f\u5c06\u5176\u6295\u5165\u5176\u4e2d\u3002\u5de5\u7a0b\u5e08\u5fc5\u987b\u5c06AI\u52a9\u624b\u89c6\u4e3a\u4e00\u4e2a\u5df2\u77e5\u5c40\u9650\u6027\u7684\u5de5\u5177\uff0c\u800c\u4e0d\u662f\u795e\u79d8\u7684\u4ee3\u7801\u7cbe\u7075\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u8fd9\u610f\u5473\u7740\u4eba\u7c7b\u53c2\u4e0e\u8fdb\u6765\u5e76\u4fdd\u6301\u6211\u4eec\u7684\u8d28\u91cf\u6807\u51c6\u3002\u8ba9\u6211\u4eec\u6765\u770b\u770b\u5b83\u662f\u4ec0\u4e48\u6837\u5b50\u7684\u3002<\/p>\n\n\n\n

AI\u53ef\u4ee5\u4f5c\u4e3a\u4f60\u7684\u5b9e\u4e60\u751f\uff0c\u800c\u4e0d\u662f\u4f60\u7684\u66ff\u4ee3\u8005\uff08\u4fdd\u6301\u4eba\u7c7b\u53c2\u4e0e\u5176\u4e2d\uff09<\/h1>\n\n\n\n
\n

AI as your intern, not your replacement (keeping humans in the loop)<\/p>\n<\/blockquote>\n\n\n\n

To use vibe coding effectively, change your mindset: treat the AI like a super-speedy but junior developer on your team<\/strong>. In other words, you \u2013 the senior engineer or team lead \u2013 are still the one responsible for the outcome. The AI might crank out the first draft of code, but you must review it with a critical eye, refine it, and verify it meets your quality bar.<\/p>\n\n\n\n

\u8981\u6709\u6548\u5730\u4f7f\u7528vibe coding\uff0c\u5c31\u9700\u8981\u6539\u53d8\u4f60\u7684\u601d\u7ef4\uff1a\u5c06AI\u89c6\u4e3a\u56e2\u961f\u4e2d\u5199\u4ee3\u7801\u5f88\u5feb\u7684\u4e00\u4e2a\u521d\u7ea7\u5f00\u53d1\u4eba\u5458\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u4f60 —- \u9ad8\u7ea7\u5de5\u7a0b\u5e08\u6216\u56e2\u961f\u8d1f\u8d23\u4eba — \u4ecd\u7136\u662f\u8d1f\u8d23\u7ed3\u679c\u7684\u4eba\u3002AI \u5c3d\u53ef\u80fd\u751f\u4ea7\u7b2c\u4e00\u4e2a\u4ee3\u7801\u8349\u7a3f\uff0c\u4f46\u4f60\u5fc5\u987b\u7528\u6279\u5224\u7684\u773c\u5149\u5ba1\u9605\u5b83\uff0c\u5b8c\u5584\u5b83\uff0c\u5e76\u9a8c\u8bc1\u5b83\u662f\u5426\u7b26\u5408\u4f60\u7684\u8d28\u91cf\u6807\u51c6\u3002<\/p>\n\n\n\n

Experienced developers who successfully incorporate AI follow this pattern intuitively. When an AI assistant suggests code, they don\u2019t just hit \u201caccept\u201d and move on. Instead, they:<\/p>\n\n\n\n

    \n
  • Read and understand<\/strong> what the AI wrote, as if a junior dev on their team wrote it.<\/li>\n\n\n\n
  • Refactor<\/strong> the code into clean, modular parts if the AI\u2019s output is monolithic or messy (which it often is). Senior engineers will break the AI\u2019s blob into \u201csmaller, focused modules\u201d for clarity.<\/li>\n\n\n\n
  • Add missing edge-case handling<\/strong>. AI often misses corner cases or error conditions, so the human needs to insert those (null checks, input validation, etc.)<\/li>\n\n\n\n
  • Strengthen types and interfaces<\/strong>. If the AI used loose types or a leaky abstraction, a human can firm that up, turning implicit assumptions into explicit contracts<\/li>\n\n\n\n
  • Question the architecture<\/strong>. Did the AI choose an inefficient approach? Maybe it brute-forced something that should use a more optimal algorithm, or perhaps it introduced global state where a pure function would suffice. A human should examine these decisions critically.<\/li>\n\n\n\n
  • Write tests<\/strong> (or at least, manually test the code\u2019s behavior). Treat AI code like any PR from a coworker: it doesn\u2019t go in until it\u2019s tested. If the AI wrote unit tests (some tools do), double-check those tests aren\u2019t superficial.<\/li>\n<\/ul>\n\n\n\n

    \u6709\u7ecf\u9a8c\u7684\u5f00\u53d1\u4eba\u5458\u5728\u6210\u529f\u5730\u5c06AI\u548c\u4ee3\u7801\u7ed3\u5408\u65f6\uff0c\u4f1a\u76f4\u89c2\u5730\u9075\u5faa\u8fd9\u4e2a\u6a21\u5f0f\u3002\u5f53AI\u987e\u95ee\u5efa\u8bae\u4ee3\u7801\u65f6\uff0c\u4ed6\u4eec\u4e0d\u4f1a\u7b80\u5355\u7684\u70b9\u51fb\u201c\u63a5\u53d7\u201d\u7136\u540e\u7ee7\u7eed\u3002\u76f8\u53cd\uff0c\u4ed6\u4eec\uff1a<\/p>\n\n\n\n

      \n
    • \u5c31\u50cf\u5bf9\u5f85\u56e2\u961f\u4e2d\u7684\u521d\u7ea7\u5f00\u53d1\u4eba\u5458\u4e00\u6837\uff0c\u9605\u8bfb\u548c\u7406\u89e3AI\u7f16\u5199\u7684\u5185\u5bb9<\/li>\n\n\n\n
    • \u91cd\u6784\u4ee3\u7801\u4ee5\u63d0\u9ad8\u6e05\u6670\u5ea6\u3002\u5982\u679cAI\u7684\u8f93\u51fa\u662f\u5355\u4e00\u7684\u6216\u6df7\u4e71\u7684\uff0c\u5c06\u4ee3\u7801\u91cd\u6784\u4e3a\u5e72\u51c0\u7684\u6a21\u5757\u5316\u90e8\u5206\u3002<\/li>\n\n\n\n
    • \u6dfb\u52a0\u672a\u5904\u7406\u7684\u8fb9\u7f18\u60c5\u51b5\u3002AI\u901a\u5e38\u4f1a\u5ffd\u7565\u8fb9\u7f18\u60c5\u51b5\u6216\u9519\u8bef\u6761\u4ef6\uff0c\u56e0\u6b64\u4eba\u7c7b\u9700\u8981\u6dfb\u52a0\u8fd9\u4e9b\u60c5\u51b5\uff08\u7a7a\u68c0\u67e5\u3001\u8f93\u5165\u9a8c\u8bc1\u7b49\uff09<\/li>\n\n\n\n
    • \u52a0\u5f3a\u7c7b\u578b\u548c\u63a5\u53e3\u3002\u5982\u679cAI\u4f7f\u7528\u677e\u6563\u7c7b\u578b\u6216\u7f3a\u9677\u7684\u62bd\u8c61\uff0c\u4eba\u7c7b\u53ef\u4ee5\u5f3a\u5316\u8fd9\u4e9b\u7c7b\u578b\uff0c\u5c06\u9690\u5f0f\u7c7b\u578b\u8f6c\u6362\u6210\u663e\u5f0f<\/li>\n\n\n\n
    • \u8d28\u7591\u67b6\u6784\u3002AI\u662f\u4e0d\u662f\u9009\u62e9\u4e86\u4e0d\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\uff1f\u4e5f\u8bb8\u5b83\u5f3a\u884c\u4f7f\u7528\u4e86 \u5e94\u8be5\u4f7f\u7528\u66f4\u4f18\u7b97\u6cd5\u7684 \u67d0\u79cd\u4e1c\u897f\uff0c\u6216\u8005\u5b83\u5f15\u5165\u4e86\u5168\u5c40\u72b6\u6001\uff0c\u800c\u7eaf\u51fd\u6570\u5c31\u8db3\u591f\u4e86\u3002\u4eba\u7c7b\u5e94\u8be5\u6279\u5224\u6027\u7684\u5ba1\u67e5\u8fd9\u4e9b\u51b3\u7b56<\/li>\n\n\n\n
    • \u7f16\u5199\u6d4b\u8bd5\uff08\u6216\u81f3\u5c11\u624b\u52a8\u6d4b\u8bd5\u4ee3\u7801\u7684\u884c\u4e3a\uff09\u3002\u5c06AI\u4ee3\u7801\u89c6\u4e3a\u4efb\u4f55\u540c\u4e8b\u63d0\u4ea4\u7684PR\uff1a\u5b83\u5fc5\u987b\u7ecf\u8fc7\u6d4b\u8bd5\u624d\u80fd\u63d0\u4ea4\u3002\u5982\u679cAI\u5199\u51fa\u4e86\u5355\u5143\u6d4b\u8bd5\uff08\u6709\u4e9b\u5de5\u5177\u4f1a\u8fd9\u6837\u505a\uff09\uff0c\u8bf7\u52a1\u5fc5\u68c0\u67e5\u8fd9\u4e9b\u6d4b\u8bd5\u662f\u5426\u5408\u7406\u3002<\/li>\n<\/ul>\n\n\n\n

      By doing this, you inject engineering wisdom<\/em> into the AI-generated code. The combination can be powerful \u2013 the AI gets you a lot of code quickly, and your oversight ensures it\u2019s solid. In fact, studies and anecdotes suggest senior devs get more value<\/strong> from AI coding tools than juniors. The reason is clear: seniors have the knowledge to steer the AI properly and fix its mistakes. Juniors may be tempted to treat the AI as an infallible authority, which it isn\u2019t.<\/p>\n\n\n\n

      \u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u4f60\u5c06\u5de5\u7a0b\u667a\u6167\u6ce8\u5165\u5230AI\u751f\u6210\u7684\u4ee3\u7801\u4e2d\u3002\u8fd9\u79cd\u7ed3\u5408\u53ef\u4ee5\u975e\u5e38\u5f3a\u5927 — AI\u80fd\u5feb\u901f\u4e3a\u4f60\u751f\u6210\u5927\u91cf\u4ee3\u7801\uff0c\u800c\u4f60\u7684\u76d1\u7763\u786e\u4fdd\u8fd9\u4e9b\u4ee3\u7801\u662f\u53ef\u9760\u7684\u3002\u4e8b\u5b9e\u4e0a\uff0c\u7814\u7a76\u548c\u8d44\u6599\u8868\u660e\uff0c\u8d44\u6df1\u5f00\u53d1\u4eba\u5458\u4eceAI\u7f16\u7801\u5de5\u5177\u4e2d\u83b7\u5f97\u7684\u6536\u76ca\u6bd4\u521d\u7ea7\u5f00\u53d1\u4eba\u5458\u66f4\u591a\u3002\u539f\u56e0\u5f88\u660e\u786e\uff1a\u8d44\u6df1\u5f00\u53d1\u4eba\u5458\u62e5\u6709\u6307\u5bfcAI\u6b63\u786e\u8fd0\u884c\u5e76\u4fee\u6b63\u5176\u9519\u8bef\u7684\u77e5\u8bc6\u3002\u521d\u7ea7\u5f00\u53d1\u4eba\u5458\u53ef\u80fd\u4f1a\u88ab\u8bf1\u60d1\u5c06AI\u89c6\u4e3a\u4e0d\u4f1a\u72af\u9519\u7684\u6743\u5a01\uff0c\u4f46\u5b83\u5e76\u4e0d\u662f\u3002<\/p>\n\n\n\n

      So, a critical rule emerges: Never accept AI-written code into your codebase unreviewed.<\/strong> Treat it like code from a new hire: inspect every line, ensure you get it<\/em>. If something doesn\u2019t make sense to you, don\u2019t assume the AI knows better \u2013 often it doesn\u2019t. Either refine the prompt to have the AI clarify, or rewrite that part yourself. Consider AI output as a draft that must<\/strong> go through code review (even if that review is just you). On a team, this means if a developer used AI to generate a chunk of code, they should be prepared to explain and defend it in the code review with peers. \u201cIt works, trust me\u201d won\u2019t fly \u2013 the team needs confidence that the code is understandable and maintainable by humans.<\/p>\n\n\n\n

      \u56e0\u6b64\uff0c\u4e00\u4e2a\u5173\u952e\u7684\u89c4\u5219\u51fa\u73b0\u4e86\uff1a\u4e0d\u8981\u672a\u7ecf\u5ba1\u67e5\u5c31\u63a5\u53d7AI\u7f16\u5199\u7684\u4ee3\u7801\u8fdb\u5165\u4f60\u7684\u4ee3\u7801\u5e93\u3002\u5c06\u5176\u89c6\u4e3a\u65b0\u5458\u5de5\u7684\u4ee3\u7801\uff1a\u68c0\u67e5\u6bcf\u4e00\u884c\uff0c\u786e\u4fdd\u4f60\u7406\u89e3\u5b83\u3002\u5982\u679c\u4f60\u89c9\u5f97\u67d0\u90e8\u5206\u4e0d\u5408\u7406\uff0c\u4e0d\u8981\u5047\u8bbeAI\u66f4\u61c2 —- \u901a\u5e38\u5b83\u5e76\u4e0d\u61c2\u3002\u8981\u4e48\u6539\u8fdb\u63d0\u793a\u8ba9AI\u6f84\u6e05\uff0c\u8981\u4e48\u81ea\u5df1\u91cd\u5199\u90a3\u90e8\u5206\u3002\u5c06AI\u8f93\u51fa\u89c6\u4e3a\u5fc5\u987b\u7ecf\u8fc7\u4ee3\u7801\u5ba1\u67e5\u7684\u8349\u7a3f\uff08\u5373\u4f7f\u5ba1\u67e5\u8005\u53ea\u662f\u4f60\u81ea\u5df1\uff09\u3002\u5728\u56e2\u961f\u4e2d\uff0c\u8fd9\u610f\u5473\u7740\u5982\u679c\u5f00\u53d1\u4eba\u5458\u4f7f\u7528\u4e86AI\u751f\u6210\u4e86\u4e00\u6bb5\u4ee3\u7801\uff0c\u4ed6\u4eec\u5e94\u8be5\u51c6\u5907\u597d\u5411\u540c\u4e8b\u89e3\u91ca\u548c\u7ef4\u62a4\u5b83\u3002\u201c\u5b83\u53ef\u4ee5\u8dd1\uff0c\u76f8\u4fe1\u6211\u201d\u662f\u884c\u4e0d\u901a\u7684 — \u56e2\u961f\u9700\u8981\u786e\u4fe1\u4ee3\u7801\u662f\u53ef\u88ab\u4eba\u7c7b\u7406\u89e3\u548c\u7ef4\u62a4\u7684\u3002<\/p>\n\n\n\n

      Another best practice: keep humans in the driver\u2019s seat of design<\/strong>. Use the AI to implement, not to decide fundamental architectures. For example, you might use vibe coding to quickly create a CRUD REST API based on an existing schema \u2013 that\u2019s well-defined work. But you shouldn\u2019t ask the AI to \u201cdesign a scalable microservice architecture for our product\u201d and then blindly follow it. High-level design and critical decisions should remain human-led, with AI as a helper for the tedious parts. In essence, let the AI handle the grunt work<\/em>, not the brain work<\/em>.<\/p>\n\n\n\n

      \u53e6\u4e00\u4e2a\u6700\u4f73\u5b9e\u8df5\uff1a\u5728\u8bbe\u8ba1\u8fc7\u7a0b\u4e2d\u59cb\u7ec8\u4ee5\u4eba\u4e3a\u4e3b\u5bfc\u3002\u4f7f\u7528AI\u6765\u5b9e\u65bd\uff0c\u800c\u4e0d\u662f\u51b3\u5b9a\u57fa\u7840\u67b6\u6784\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528vibe coding\u5feb\u901f\u57fa\u4e8e\u73b0\u6709\u6a21\u578b\u521b\u5efa\u4e00\u4e2aCRUD REST API — \u8fd9\u662f\u660e\u786e\u7684\u5de5\u4f5c\u3002\u4f46\u4f60\u4e0d\u5e94\u8981\u6c42 AI \u201c\u4e3a\u6211\u4eec\u7684\u4ea7\u54c1\u8bbe\u8ba1\u53ef\u6269\u5c55\u7684\u5fae\u670d\u52a1\u67b6\u6784\u201d\uff0c\u7136\u540e\u76f2\u76ee\u9075\u5faa\u3002\u9ad8\u7ea7\u8bbe\u8ba1\u548c\u5173\u952e\u51b3\u7b56\u5e94\u4fdd\u6301\u7531\u4eba\u4e3b\u5bfc\uff0c\u5c06AI\u4f5c\u4e3a\u7e41\u7410\u5de5\u4f5c\u7684\u52a9\u624b\u3002\u672c\u8d28\u4e0a\uff0c\u8ba9AI\u5904\u7406\u57fa\u7840\u5de5\u4f5c\uff0c\u800c\u4e0d\u662f\u8111\u529b\u5de5\u4f5c\u3002<\/p>\n\n\n\n

      Communication and documentation<\/strong> also become crucial. If you prompt an AI to generate a non-trivial algorithm or use an unfamiliar library, take the time to document why<\/em> that solution was chosen (just as you would if you wrote it yourself after research). Future maintainers \u2013 or your future self \u2013 shouldn\u2019t be left guessing about the intent behind AI-crafted code. Some teams even log the prompts used to generate important code, effectively documenting the \u201cconversation\u201d that led to the code. This can help when debugging later: you can see the assumptions that were given to the AI.<\/p>\n\n\n\n

      \u6c9f\u901a\u548c\u6587\u6863\u4e5f\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u5982\u679c\u4f60\u63d0\u793aAI\u751f\u6210\u4e00\u4e2a\u975e\u5bfb\u5e38\u7684\u7b97\u6cd5\u6216\u4f7f\u7528\u4e0d\u719f\u6089\u7684\u5e93\uff0c\u82b1\u65f6\u95f4\u8bb0\u5f55\u9009\u62e9\u8be5\u89e3\u51b3\u65b9\u6848\u7684\u539f\u56e0\uff08\u5c31\u50cf\u4f60\u81ea\u5df1\u7814\u7a76\u540e\u7f16\u5199\u5b83\u4e00\u6837\uff09\u3002\u672a\u6765\u7684\u7ef4\u62a4\u8005 — \u6216\u672a\u6765\u7684\u4f60\u81ea\u5df1 — \u4e0d\u5e94\u88abAI\u751f\u6210\u7684\u4ee3\u7801\u80cc\u540e\u7684\u610f\u56fe\u6240\u8ff7\u60d1\u3002\u6709\u4e9b\u56e2\u961f\u751a\u81f3\u4f1a\u8bb0\u5f55\u751f\u6210\u91cd\u8981\u4ee3\u7801\u65f6\u4f7f\u7528\u7684\u63d0\u793a\uff0c\u6709\u6548\u5730\u8bb0\u5f55\u4e86\u5bfc\u81f4\u4ee3\u7801\u7684\u201c\u5bf9\u8bdd\u201d\u3002\u8fd9\u6709\u52a9\u4e8e\u540e\u7eed\u8c03\u8bd5\uff1a\u4f60\u53ef\u4ee5\u770b\u5230\u63d0\u4f9b\u7ed9AI\u7684\u5047\u8bbe\u3002<\/p>\n\n\n\n

      In summary, human oversight isn\u2019t a \u201cnice-to-have\u201d \u2013 it\u2019s mandatory<\/strong>. The moment you remove the human from the loop, you\u2019re just rolling dice on your software quality. Until AI can truly replace a senior engineer\u2019s holistic understanding (we\u2019re not there yet), vibe coding must be a partnership: AI accelerates, human validates.<\/p>\n\n\n\n

      \u603b\u4e4b\uff0c\u4eba\u5de5\u76d1\u7763\u4e0d\u662f\u201c\u9526\u4e0a\u6dfb\u82b1\u201d\u7684\u4e8b — \u5b83\u662f\u5f3a\u5236\u6027\u7684\u3002\u4e00\u65e6\u4ece\u6d41\u7a0b\u4e2d\u79fb\u9664\u4eba\u5de5\uff0c\u4f60\u5c31\u662f\u5728\u8f6f\u4ef6\u8d28\u91cf\u4e0a\u63b7\u9ab0\u5b50\u3002\u76f4\u5230AI\u80fd\u591f\u771f\u6b63\u53d6\u4ee3\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u7684\u6574\u4f53\u7406\u89e3\uff08\u6211\u4eec\u8fd8\u6ca1\u5230\u90a3\u4e00\u6b65\uff09\uff0c\u201cvibe coding\u201d\u90fd\u5fc5\u987b\u662f\u5408\u4f5c\u5173\u7cfb\uff1aAI\u52a0\u901f\uff0c\u4eba\u5de5\u9a8c\u8bc1\u3002<\/p>\n\n\n\n

      \u9ad8\u8d28\u91cf”vibe coding”\u7684\u89c4\u5219\uff08\u5b9e\u7528\u6307\u5357\uff09<\/h1>\n\n\n\n
      \n

      Rules for high-quality vibe coding (practical guidelines) <\/p>\n<\/blockquote>\n\n\n\n

      Let\u2019s crystallize the discussion into some actionable rules and best practices for teams adopting AI-assisted development. Think of these as the new \u201cmove fast, but don\u2019t break everything\u201d<\/em> handbook \u2013 a set of guardrails to keep quality<\/strong> high when you\u2019re vibing with the code.<\/p>\n\n\n\n

      \u8ba9\u6211\u4eec\u51dd\u7ed3\u4e00\u4e9b\u53ef\u64cd\u4f5c\u7684\u89c4\u5219\u548c\u6700\u4f73\u5b9e\u8df5\u4f9b\u91c7\u7528AI\u8f85\u52a9\u5f00\u53d1\u7684\u56e2\u961f\u4f7f\u7528\u3002\u5c06\u8fd9\u4e9b\u89c6\u4e3a\u65b0\u7684\u201c\u5feb\u901f\u884c\u52a8\uff0c\u4f46\u4e0d\u8981\u7834\u574f\u4e00\u5207\u201d\u624b\u518c —- \u4e00\u5957\u5728\u4eab\u53d7\u4ee3\u7801\u751f\u6210\u65f6\u4fdd\u6301\u9ad8\u8d28\u91cf\u7684\u62a4\u680f\u3002<\/p>\n\n\n\n

      Rule 1: Always Review AI-Generated Code<\/strong> \u2013 No exceptions. Every block of code that AI produces should be treated as if a junior engineer wrote it. Do a code review either individually or with a peer. This includes code from Copilot, ChatGPT, Cursor, or any AI agent. If you don\u2019t have time to review it, you don\u2019t have time to use it. Blindly merging AI code is asking for trouble.<\/p>\n\n\n\n

      \u89c4\u52191\uff1a\u59cb\u7ec8\u5ba1\u67e5AI\u751f\u6210\u7684\u4ee3\u7801 —- \u6ca1\u6709\u4f8b\u5916\u3002AI\u751f\u6210\u662f\u6bcf\u4e00\u5757\u4ee3\u7801\u90fd\u5e94\u88ab\u89c6\u4e3a\u7531\u521d\u7ea7\u5de5\u7a0b\u5e08\u7f16\u5199\u3002\u65e0\u8bba\u662f\u5355\u72ec\u6df1\u5904\u8fd8\u662f\u4e0e\u540c\u4e8b\u4e00\u8d77\u8fdb\u884c\u4ee3\u7801\u5ba1\u67e5\u3002\u8fd9\u5305\u62ec Copilot\uff0cChatGPT\uff0cCursor \u6216\u4efb\u4f55AI agent\u751f\u6210\u7684\u4ee3\u7801\u3002\u5982\u679c\u4f60\u6ca1\u6709\u65f6\u95f4\u5ba1\u67e5\u5b83\uff0c\u4f60\u5c31\u6ca1\u6709\u65f6\u95f4\u4f7f\u7528\u5b83\u3002\u76f2\u76ee\u5408\u5e76AI\u4ee3\u7801\u662f\u5728\u81ea\u5bfb\u9ebb\u70e6\u3002<\/p>\n\n\n\n

      Rule 2: Establish Coding Standards and Follow Them<\/strong> \u2013 AI tools will mimic whatever code they were trained on, which is a mixed bag. Define your team\u2019s style guides, architecture patterns, and best practices, and ensure that any AI-generated code is refactored to comply. For instance, if your rule is \u201call functions need JSDoc comments and unit tests,\u201d then AI output must get those comments and tests before it\u2019s done. If your project uses a specific architecture (say, layered architecture with service\/repository classes), don\u2019t let the AI shove some ad-hoc database calls in UI code \u2013 fix it to fit your layers. Consider creating linting or static analysis checks<\/strong> specifically for common AI mistakes (e.g. flagging use of deprecated APIs or overly complex functions). This automates quality control on AI contributions.<\/p>\n\n\n\n

      \u89c4\u52192\uff1a\u7b80\u5386\u7f16\u7801\u89c4\u8303\u5e76\u9075\u5faa\u5b83\u4eec —- AI\u5de5\u5177\u4f1a\u6a21\u4eff\u5b83\u4eec\u6240\u8bad\u7ec3\u7684\u4efb\u4f55\u4ee3\u7801\uff0c\u800c\u8fd9\u7ed3\u679c\u53c2\u5dee\u4e0d\u9f50\u3002\u5b9a\u4e49\u4f60\u56e2\u961f\u7684\u6837\u5f0f\u6307\u5357\u3001\u67b6\u6784\u6a21\u5f0f\u548c\u6700\u4f73\u5b9e\u8df5\uff0c\u5e76\u786e\u4fdd\u4efb\u4f55AI\u751f\u6210\u7684\u4ee3\u7801\u90fd\u7ecf\u8fc7\u91cd\u6784\u4ee5\u7b26\u5408\u8fd9\u4e9b\u89c4\u8303\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u7684\u89c4\u5219\u662f\u201c\u6240\u6709\u51fd\u6570\u90fd\u9700\u8981JSDoc\u6ce8\u91ca\u548c\u5355\u5143\u6d4b\u8bd5\u201d\uff0c\u90a3\u4e48AI\u8f93\u51fa\u5fc5\u987b\u5728\u8fd9\u4e9b\u6ce8\u91ca\u548c\u6d4b\u8bd5\u5b8c\u6210\u524d\u8fdb\u884c\u3002\u5982\u679c\u4f60\u7684\u9879\u76ee\u4f7f\u7528\u7279\u5b9a\u7684\u67b6\u6784\uff08\u6bd4\u5982\u5206\u5c42\u67b6\u6784\u4e0e\u670d\u52a1\/\u4ed3\u5e93\u7c7b\uff09\uff0c\u4e0d\u8981\u8ba9AI\u5728UI\u4ee3\u7801\u4e2d\u786c\u585e\u4e00\u4e9b\u4e34\u65f6\u7684\u6570\u636e\u5e93\u8c03\u7528 —- \u5c06\u5176\u4fee\u6b63\u4ee5\u7b26\u5408\u4f60\u7684\u5206\u5c42\u7ed3\u6784\u3002\u53ef\u4ee5\u8003\u8651\u521b\u5efa\u4e13\u95e8\u9488\u5bf9\u5e38\u89c1AI\u9519\u8bef\u7684\u68c0\u67e5\u5de5\u5177\uff08\u4f8b\u5982\u6807\u8bb0\u4f7f\u7528\u5df2\u5f03\u7528\u7684API\u6216\u8fc7\u4e8e\u590d\u6742\u7684\u51fd\u6570\uff09\u3002\u8fd9\u81ea\u52a8\u5316\u4e86AI\u8d21\u732e\u7684\u8d28\u91cf\u63a7\u5236\u3002<\/p>\n\n\n\n

      Rule 3: Use AI for Acceleration, Not Autopilot<\/strong> \u2013 In practice, this means use vibe coding to speed up well-understood tasks, not to do thinking for you. Great uses: generate boilerplate, scaffold a component, translate one language to another, draft a simple algorithm from pseudocode. Risky uses: have the AI design your module from scratch with minimal guidance, or generate code in a domain you don\u2019t understand at all (you won\u2019t know if it\u2019s wrong). If you intend to keep the code, don\u2019t stay in vibe mode \u2013 switch into engineering mode and tighten it up.<\/p>\n\n\n\n

      \u89c4\u52193\uff1a\u7528AI\u52a0\u901f\uff0c\u800c\u975e\u5168\u6258\u7ba1 —- \u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u8fd9\u610f\u5473\u7740\u4f7f\u7528vibe coding\u6765\u52a0\u901f\u90a3\u4e9b\u4f60\u975e\u5e38\u719f\u6089\u7684\u4efb\u52a1\uff0c\u800c\u4e0d\u662f\u66ff\u4f60\u601d\u8003\u3002\u597d\u7684\u7528\u6cd5\uff1a\u751f\u6210\u6a21\u7248\u4ee3\u7801\u3001\u642d\u5efa\u7ec4\u4ef6\u6846\u67b6\u3001\u5c06\u4e00\u79cd\u8bed\u8a00\u91cd\u6784\u6210\u53e6\u4e00\u79cd\u8bed\u8a00\u3001\u4ece\u4f2a\u4ee3\u7801\u8349\u62df\u7b80\u5355\u7684\u7b97\u6cd5\u3002\u9ad8\u98ce\u9669\u7528\u6cd5\uff1a\u8ba9AI\u5728\u6781\u5c11\u6307\u5bfc\u4e0b\u4ece\u5934\u8bbe\u8ba1\u4f60\u7684\u6a21\u5757\uff0c\u6216\u5728\u5b8c\u5168\u4e0d\u4e86\u89e3\u7684\u9886\u57df\u751f\u6210\u4ee3\u7801\uff08\u4f60\u5c06\u65e0\u6cd5\u5224\u65ad\u662f\u5426\u6b63\u786e\uff09\u3002\u5982\u679c\u4f60\u6253\u7b97\u4fdd\u7559\u4ee3\u7801\uff0c\u4e0d\u8981\u505c\u7559\u5728 vibe\u6a21\u5f0f —- \u5207\u6362\u5230\u5de5\u7a0b\u6a21\u5f0f\u5e76\u52a0\u4ee5\u5b8c\u5584\u3002<\/p>\n\n\n\n

      Rule 4: Test, Test, Test<\/strong>\u00a0\u2013 AI doesn\u2019t magically guarantee correctness. Write tests for all critical paths of AI-written code. If the AI wrote the code, it may even help you write some tests \u2013 but don\u2019t rely solely on AI-generated tests, as they might miss edge cases (or could be falsely passing due to the same flawed logic). Do manual testing too, especially for user-facing features: click through the UI, try odd inputs, see how it behaves. Many vibe-coded applications work fine for the \u201chappy path\u201d but fall apart with unexpected input \u2013 you want to catch that before your users do.<\/p>\n\n\n\n

      \u89c4\u52194\uff1a\u6d4b\u8bd5\u3001\u6d4b\u8bd5\u3001\u518d\u6d4b\u8bd5 —- AI\u5e76\u4e0d\u80fd\u795e\u5947\u5730\u4fdd\u8bc1\u6b63\u786e\u6027\u3002\u4e3a\u6240\u6709AI\u7f16\u5199\u7684\u4ee3\u7801\u7684\u5173\u952e\u8def\u5f84\u7f16\u5199\u6d4b\u8bd5\u3002\u5982\u679cAI\u7f16\u5199\u4e86\u4ee3\u7801\uff0c\u5b83\u751a\u81f3\u53ef\u80fd\u5e2e\u4f60\u5199\u4e00\u4e9b\u6d4b\u8bd5 —- \u4f46\u4e0d\u8981\u5b8c\u5168\u4f9d\u8d56AI\u751f\u6210\u7684\u6d4b\u8bd5\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ef\u80fd\u4f1a\u9057\u6f0f\u8fb9\u754c\u60c5\u51b5\uff08\u6216\u8005\u53ef\u80fd\u7531\u4e8e\u76f8\u540c\u7684\u9519\u8bef\u903b\u8f91\u800c\u9519\u8bef\u5730\u901a\u8fc7\uff09\u3002\u4e5f\u8981\u8fdb\u884c\u624b\u52a8\u6d4b\u8bd5\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u9762\u5411\u7528\u6237\u7684\u7279\u6027\uff1a\u70b9\u51fbUI\u3001\u5c1d\u8bd5\u5f02\u5e38\u8f93\u5165\u3001\u89c2\u5bdf\u5176\u884c\u4e3a\u3002\u8bb8\u591avibe \u7f16\u7801\u7684\u5e94\u7528\u7a0b\u5e8f \u5728\u201c\u5feb\u4e50\u8def\u5f84\u201d\u4e0a\u8fd0\u884c\u826f\u597d\uff0c\u4f46\u5728\u610f\u5916\u8f93\u5165\u65f6\u4f1a\u5d29\u6e83 —- \u4f60\u5e0c\u671b\u5728\u7528\u6237\u53d1\u73b0\u4e4b\u524d\u5c31\u6355\u6349\u5230\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n\n\n\n

      Rule 5: Iterate and Refine<\/strong>\u00a0\u2013 Don\u2019t accept the first thing the AI gives you if it\u2019s not satisfactory. Vibe coding is an iterative dialogue. If the initial output is clunky or confusing, you can prompt the AI to improve it (\u201csimplify this code,\u201d \u201csplit this into smaller functions,\u201d etc.). Or you can take the draft and refactor it yourself. Often, a good approach is using the AI in\u00a0cycles<\/strong>: prompt for an implementation, identify weaknesses, then either prompt fixes or manually adjust, and repeat.<\/p>\n\n\n\n

      \u89c4\u52195\uff1a\u8fed\u4ee3\u548c\u4f18\u5316 —- \u5982\u679cAI\u7ed9\u51fa\u7684\u7ed3\u679c\u4e0d\u4ee4\u4eba\u6ee1\u610f\uff0c\u4e0d\u8981\u63a5\u53d7\u7b2c\u4e00\u4e2a\u7248\u672c\u3002Vibe coding\u662f\u4e00\u4e2a\u8fed\u4ee3\u5bf9\u8bdd\u7684\u8fc7\u7a0b\u3002\u5982\u679c\u521d\u59cb\u8f93\u51fa\u663e\u5f97\u7b28\u62d9\u6216\u4ee4\u4eba\u56f0\u60d1\uff0c\u4f60\u53ef\u4ee5\u63d0\u793aAI\u8fdb\u884c\u6539\u8fdb\uff08\u201c\u7b80\u5316\u8fd9\u6bb5\u4ee3\u7801\u201d\u3001\u201c\u5c06\u8fd9\u6bb5\u4ee3\u7801\u62c6\u5206\u6210\u66f4\u5c0f\u7684\u51fd\u6570\u201d\u7b49\uff09\u6216\u8005\u4f60\u53ef\u4ee5\u62ffai\u7684\u4ee3\u7801\u81ea\u5df1\u8fdb\u884c\u91cd\u6784\u3002\u901a\u5e38\uff0c\u4e00\u4e2a\u6709\u6548\u7684\u65b9\u6cd5\u80fd\u5faa\u73af\u4f7f\u7528AI\u4e0d\u51fa\u95ee\u9898\uff1a\u63d0\u793a\u5b9e\u73b0\u65b9\u6848\uff0c\u8bc6\u522b\u7f3a\u9677\uff0c\u7136\u540e\u8981\u4e48\u63d0\u793a\u4fee\u590d\uff0c\u8981\u4e48\u624b\u52a8\u8c03\u6574\uff0c\u5e76\u91cd\u590d\u8fd9\u4e2a\u8fc7\u7a0b\u3002<\/p>\n\n\n\n

      Rule 6: Know When to Say No<\/strong>\u00a0\u2013 Sometimes, vibe coding just isn\u2019t the right tool. Part of using it responsibly is recognizing scenarios where manual coding or deeper design work is needed. For example, if you\u2019re dealing with a critical security module, you probably want to design it carefully and maybe only use AI to assist with small pieces (if at all). Or if the AI keeps producing a convoluted solution to a simple problem, stop and write it yourself \u2013 you might save time in the end. It\u2019s important not to become overly reliant on the AI to solve every problem.\u00a0Don\u2019t let \u201cAI did it\u201d become an excuse for not understanding your own code.<\/strong>\u00a0If after a few attempts the AI isn\u2019t producing what you need, take back control and code it the old-fashioned way; you\u2019ll at least have full understanding then.<\/p>\n\n\n\n

      \u89c4\u52196\uff1a\u77e5\u9053\u4f55\u65f6\u62d2\u7edd —- \u6709\u65f6\u5019\uff0cvibe coding \u5e76\u4e0d\u662f\u5408\u9002\u7684\u5de5\u5177\u3002\u8d1f\u8d23\u4efb\u5730\u4f7f\u7528\u5b83\u7684\u90e8\u5206\u5185\u5bb9\u662f\u8bc6\u522b\u9700\u8981\u624b\u52a8\u7f16\u7801\u6216\u66f4\u6df1\u5165\u8bbe\u8ba1\u5de5\u4f5c\u7684\u573a\u666f\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u518d\u5904\u7406\u4e00\u4e2a\u5173\u952e\u7684\u5b89\u5168\u6a21\u5757\uff0c\u4f60\u53ef\u80fd\u9700\u8981\u5c0f\u5fc3\u8bbe\u8ba1\u5b83\uff0c\u4e5f\u8bb8\u53ea\u4f7f\u7528AI\u6765\u534f\u52a9\u5904\u7406\u5c0f\u90e8\u5206\uff08\u5982\u679c\u53ef\u4ee5\u7684\u8bdd\uff09\u3002\u6216\u8005\u5982\u679cAI\u4e0d\u65ad\u4e3a\u7b80\u5355\u7684\u95ee\u9898\u751f\u6210\u590d\u6742\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u505c\u4e0b\u6765\u81ea\u5df1\u7f16\u5199 —- \u4f60\u6700\u7ec8\u53ef\u80fd\u4f1a\u66f4\u8282\u7701\u65f6\u95f4\u3002\u91cd\u8981\u7684\u662f\u4e0d\u8981\u8fc7\u5ea6\u4f9d\u8d56AI\u6765\u89e3\u51b3\u6240\u6709\u95ee\u9898\u3002\u4e0d\u8981\u8ba9\u201cAI\u5b8c\u6210\u4e86\u201d\u6210\u4e3a\u4f60\u4e0d\u7406\u89e3\u81ea\u5df1\u4ee3\u7801\u7684\u501f\u53e3\u3002\u5982\u679c\u51e0\u6b21\u5c1d\u8bd5\u540eAI\u6ca1\u6709\u751f\u6210\u5fc5\u987b\u8981\u7684\u5185\u5bb9\uff0c\u593a\u56de\u63a7\u5236\u5668\u5e76\u7528\u4f20\u8363\u65b9\u5f0f\u7f16\u5199\u4ee3\u7801\uff1b\u81f3\u5c11\u90a3\u65f6\u4f60\u662f\u5b8c\u5168\u7406\u89e3\u7684\u3002<\/p>\n\n\n\n

      Rule 7: Document and Share Knowledge<\/strong>\u00a0\u2013 Ensure that any code coming from AI is documented just as thoroughly as hand-written code (if not more). If there were non-obvious decisions or if you suspect others might be confused by what the AI produced, add comments. In team discussions, be open about what was AI-generated and what wasn\u2019t. This helps reviewers pay extra attention to those sections.<\/p>\n\n\n\n

      \u89c4\u52197\uff1a\u8bb0\u5f55\u548c\u5206\u4eab\u77e5\u8bc6 —- \u786e\u4fdd\u6765\u81eaAI\u7684\u4efb\u4f55\u4ee3\u7801\u90fd\u50cf\u4f60\u624b\u5199\u7684\u4ee3\u7801\u4e00\u6837\uff08\u751a\u81f3\u8d85\u8fc7\uff09\u8be6\u5c3d\u7684\u8bb0\u5f55\u3002\u5982\u679c\u5b58\u5728\u4e0d\u660e\u663e\u7684\u9009\u62e9\u6216\u4f60\u6000\u7591\u5176\u4ed6\u4eba\u53ef\u80fd\u4f1a\u5bf9AI\u751f\u6210\u7684\u5185\u5bb9\u611f\u5230\u56f0\u60d1\uff0c\u8bf7\u6dfb\u52a0\u6ce8\u91ca\u3002\u5728\u56e2\u961f\u8ba8\u8bba\u4e2d\uff0c\u8981\u516c\u5f00\u8bf4\u660e\u54ea\u4e9b\u662fAI\u751f\u6210\u7684\uff0c\u54ea\u4e9b\u4e0d\u662f\u3002\u8fd9\u6709\u52a9\u4e8e\u5ba1\u67e5\u8005\u7279\u522b\u5173\u6ce8\u8fd9\u4e9b\u90e8\u5206\u3002<\/p>\n\n\n\n

      Following these rules, teams can enjoy the productivity perks of vibe coding while mitigating the worst risks. Think of it as\u00a0augmenting<\/strong>\u00a0human developers, not replacing them. The goal is to\u00a0co-create<\/strong>\u00a0with AI: let it handle the repetitive drudge work at high speed, while humans handle the creative and critical thinking parts.<\/p>\n\n\n\n

      \u9075\u5faa\u8fd9\u4e9b\u89c4\u5219\uff0c\u56e2\u961f\u53ef\u4ee5\u4eab\u53d7Vibe Coding\u5e26\u6765\u7684\u751f\u4ea7\u529b\u4f18\u52bf\u7684\u540c\u65f6\uff0c\u964d\u4f4e\u6700\u574f\u7684\u98ce\u9669\u3002\u5c06\u5176\u89c6\u4e3a\u589e\u5f3a\u4eba\u6765\u5f00\u53d1\u8005\uff0c\u800c\u975e\u53d6\u4ee3\u4ed6\u4eec\u3002\u76ee\u6807\u662f\u4e0eAI\u5171\u540c\u521b\u9020\uff1a\u8ba9AI\u9ad8\u901f\u5904\u7406\u91cd\u590d\u6027\u7e41\u91cd\u5de5\u4f5c\uff0c\u800c\u4eba\u7c7b\u8d1f\u8d23\u521b\u610f\u548c\u6279\u5224\u6027\u601d\u7ef4\u90e8\u5206\u3002<\/p>\n\n\n\n

      \u5f53\u6c1b\u56f4\u7f16\u7a0b\u6709\u6548\u65f6\uff08\u4ee5\u53ca\u4f55\u65f6\u5931\u6548\uff09<\/h1>\n\n\n\n
      \n

      When vibe coding works (and when it falls apart)<\/p>\n<\/blockquote>\n\n\n\n

      It\u2019s also important to recognize\u00a0where vibe coding shines and where it doesn\u2019t<\/strong>. Not every project or task is equally suited to an AI-driven workflow. Here\u2019s a breakdown drawn from industry discussions and early experiences:<\/p>\n\n\n\n

      \u540c\u65f6\uff0c\u4e5f\u8981\u8ba4\u8bc6\u5230vibe coding\u7684\u4f18\u52bf\u548c\u5c40\u9650\u3002\u5e76\u975e\u6bcf\u4e2a\u9879\u76ee\u6216\u4efb\u52a1\u90fd\u540c\u6837\u9002\u5408AI\u9a71\u52a8\u7684\u6d41\u7a0b\u3002\u4ee5\u4e0b\u662f\u57fa\u4e8e\u884c\u4e1a\u8ba8\u8bba\u548c\u65e9\u671f\u7ecf\u9a8c\u7684\u5206\u6790\uff1a<\/p>\n\n\n\n

      Great Use Cases:<\/h2>\n\n\n\n
        \n
      • Rapid prototyping<\/em>\u00a0is perhaps the sweet spot of vibe coding. If you have an idea for a small app or feature, using an AI assistant to throw together a quick prototype or proof-of-concept can be incredibly effective. In such cases, you don\u2019t mind if the code is a bit hacky; you just want to validate the idea. Many engineers have found success in weekend projects using only AI to code \u2013 a fun way to test a concept fast. Another good use case is\u00a0one-off scripts or internal tools<\/strong>: e.g., a script to parse a log file, a small tool to automate a personal task, or an internal dashboard for your team. These are typically low-stakes; if the script breaks, it\u2019s not the end of the world. Here, vibe coding can save time because you don\u2019t need production-grade perfection, just something that works for now.
        \u5feb\u901f\u539f\u578b\u5236\u4f5c\u6216\u8bb8\u6b63\u662f vibe coding \u7684\u7edd\u4f73\u5e94\u7528\u573a\u666f\u3002\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u5c0f\u578b\u5e94\u7528\u6216\u529f\u80fd\u7684\u60f3\u6cd5\uff0c\u4f7f\u7528 AI \u52a9\u624b\u5feb\u901f\u642d\u5efa\u4e00\u4e2a\u539f\u578b\u6216\u6982\u5ff5\u9a8c\u8bc1\uff0c\u53ef\u4ee5\u975e\u5e38\u9ad8\u6548\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4f60\u5e76\u4e0d\u4ecb\u610f\u4ee3\u7801\u7565\u663e\u7c97\u7cd9\uff0c\u4f60\u53ea\u662f\u60f3\u9a8c\u8bc1\u60f3\u6cd5\u3002\u8bb8\u591a\u5de5\u7a0b\u5e08\u901a\u8fc7\u5468\u672b\u9879\u76ee\u4ec5\u4f7f\u7528 AI \u7f16\u5199\u4ee3\u7801\u53d6\u5f97\u4e86\u6210\u529f\u2014\u2014\u8fd9\u662f\u4e00\u79cd\u5feb\u901f\u6d4b\u8bd5\u6982\u5ff5\u7684\u597d\u65b9\u6cd5\u3002\u53e6\u4e00\u4e2a\u597d\u7684\u5e94\u7528\u573a\u666f\u662f\u4e00\u6b21\u6027\u811a\u672c\u6216\u5185\u90e8\u5de5\u5177\uff1a\u4f8b\u5982\uff0c\u89e3\u6790\u65e5\u5fd7\u6587\u4ef6\u7684\u811a\u672c\u3001\u81ea\u52a8\u5316\u4e2a\u4eba\u4efb\u52a1\u7684\u7b80\u5355\u5de5\u5177\uff0c\u6216\u56e2\u961f\u5185\u90e8\u4f7f\u7528\u7684\u4eea\u8868\u677f\u3002\u8fd9\u4e9b\u901a\u5e38\u98ce\u9669\u8f83\u4f4e\uff1b\u5982\u679c\u811a\u672c\u51fa\u95ee\u9898\uff0c\u4e5f\u5e76\u975e\u4e16\u754c\u672b\u65e5\u3002\u5728\u8fd9\u91cc\uff0cvibe coding \u53ef\u4ee5\u8282\u7701\u65f6\u95f4\uff0c\u56e0\u4e3a\u4f60\u4e0d\u9700\u8981\u751f\u4ea7\u7ea7\u7684\u5b8c\u7f8e\u4ee3\u7801\uff0c\u53ea\u9700\u8981\u4e00\u4e2a\u80fd\u6682\u65f6\u8fd0\u884c\u7684\u4e1c\u897f\u3002<\/li>\n<\/ul>\n\n\n\n
          \n
        • Vibe coding also works well for\u00a0learning and exploration<\/strong>. If you\u2019re working in a new language or API, asking an AI to generate examples can accelerate your learning. (Of course, double-check the AI\u2019s output against official docs!) . In exploratory mode, even if the AI\u2019s code isn\u2019t perfect, it gives you material to tinker with and learn from. It\u2019s like having a teaching assistant who can show you attempts, which you then refine.
          \u6c1b\u56f4\u7f16\u7a0b\u4e5f\u9002\u7528\u4e8e\u5b66\u4e60\u548c\u63a2\u7d22\u3002\u5982\u679c\u4f60\u6b63\u5728\u4f7f\u7528\u4e00\u79cd\u65b0\u8bed\u8a00\u6216 API\uff0c\u8ba9 AI \u751f\u6210\u793a\u4f8b\u53ef\u4ee5\u52a0\u901f\u4f60\u7684\u5b66\u4e60\u3002\uff08\u5f53\u7136\uff0c\u8981\u5bf9\u7167\u5b98\u65b9\u6587\u6863\u518d\u6b21\u68c0\u67e5 AI \u7684\u8f93\u51fa\uff01\uff09\u5728\u63a2\u7d22\u6a21\u5f0f\u4e0b\uff0c\u5373\u4f7f AI \u7684\u4ee3\u7801\u4e0d\u5b8c\u7f8e\uff0c\u5b83\u4e5f\u80fd\u4e3a\u4f60\u63d0\u4f9b\u53ef\u4f9b\u4fee\u6539\u548c\u5b66\u4e60\u7684\u5185\u5bb9\u3002\u8fd9\u5c31\u50cf\u6709\u4e00\u4e2a\u6559\u5b66\u52a9\u7406\uff0c\u53ef\u4ee5\u5411\u4f60\u5c55\u793a\u5c1d\u8bd5\uff0c\u7136\u540e\u4f60\u8fdb\u884c\u6539\u8fdb<\/li>\n<\/ul>\n\n\n\n
            \n
          • Additionally, AI code generation can excel at\u00a0structured, boilerplate-heavy tasks<\/strong>. Need to create 10 similar data classes? Or implement a rote CRUD layer? AI is great at that kind of mechanical repetition, freeing you from the tedium. As long as the pattern is clear, the AI will follow it and save you keystrokes (just verify it followed the pattern correctly).
            \u6b64\u5916\uff0cAI \u4ee3\u7801\u751f\u6210\u5728\u7ed3\u6784\u5316\u3001\u6a21\u677f\u5316\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02\u3002\u9700\u8981\u521b\u5efa 10 \u4e2a\u76f8\u4f3c\u7684\u6570\u636e\u7c7b\u5417\uff1f\u6216\u8005\u5b9e\u73b0\u4e00\u4e2a\u5e38\u89c4\u7684 CRUD \u5c42\uff1fAI \u64c5\u957f\u8fd9\u79cd\u673a\u68b0\u91cd\u590d\uff0c\u80fd\u8ba9\u4f60\u4ece\u7e41\u7410\u4e2d\u89e3\u8131\u51fa\u6765\u3002\u53ea\u8981\u6a21\u5f0f\u6e05\u6670\uff0cAI \u5c31\u4f1a\u9075\u5faa\u5b83\u5e76\u5e2e\u4f60\u8282\u7701\u6309\u952e\uff08\u53ea\u9700\u9a8c\u8bc1\u5b83\u662f\u5426\u6b63\u786e\u9075\u5faa\u4e86\u6a21\u5f0f\uff09\u3002<\/li>\n<\/ul>\n\n\n\n

            Not-So-Great Use Cases:<\/h2>\n\n\n\n
              \n
            • On the flip side,\u00a0enterprise-grade software and complex systems<\/em>\u00a0are where vibe coding often falls flat. Anything that requires a deep understanding of business logic, heavy concurrency, rigorous security, or compliance is not something to fully trust to AI generation. The AI doesn\u2019t know your business constraints or performance requirements unless you explicitly spell them out (and even then, it may not get it right). For example, a fintech application handling payments or an aerospace control system must meet standards that current AI simply isn\u2019t equipped to guarantee. In these domains, AI can assist in parts, but human expertise and careful QA are paramount for the final product.
              \u53e6\u4e00\u65b9\u9762\uff0c\u4f01\u4e1a\u7ea7\u8f6f\u4ef6\u548c\u590d\u6742\u7cfb\u7edf\u5f80\u5f80\u662f vibe coding \u8868\u73b0\u4e0d\u4f73\u7684\u5730\u65b9\u3002\u4efb\u4f55\u9700\u8981\u6df1\u5165\u7406\u89e3\u4e1a\u52a1\u903b\u8f91\u3001\u9ad8\u5e76\u53d1\u5904\u7406\u3001\u4e25\u683c\u5b89\u5168\u63aa\u65bd\u6216\u5408\u89c4\u6027\u7684\u5de5\u4f5c\uff0c\u90fd\u4e0d\u5e94\u5b8c\u5168\u4f9d\u8d56 AI \u751f\u6210\u3002\u9664\u975e\u4f60\u660e\u786e\u8bf4\u660e\uff08\u5373\u4fbf\u5982\u6b64\uff0c\u5b83\u4e5f\u53ef\u80fd\u65e0\u6cd5\u5b8c\u5168\u7406\u89e3\uff09\uff0c\u5426\u5219 AI \u5e76\u4e0d\u4e86\u89e3\u4f60\u7684\u4e1a\u52a1\u7ea6\u675f\u6216\u6027\u80fd\u8981\u6c42\u3002\u4f8b\u5982\uff0c\u5904\u7406\u652f\u4ed8\u7684\u91d1\u878d\u79d1\u6280\u5e94\u7528\u6216\u822a\u7a7a\u822a\u5929\u63a7\u5236\u7cfb\u7edf\u5fc5\u987b\u7b26\u5408\u5f53\u524d AI \u65e0\u6cd5\u4fdd\u8bc1\u7684\u6807\u51c6\u3002\u5728\u8fd9\u4e9b\u9886\u57df\uff0cAI \u53ef\u4ee5\u8f85\u52a9\u90e8\u5206\u5de5\u4f5c\uff0c\u4f46\u6700\u7ec8\u4ea7\u54c1\u7684\u8d28\u91cf\u4ecd\u53d6\u51b3\u4e8e\u4eba\u7c7b\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u7ec6\u81f4\u7684\u8d28\u91cf\u4fdd\u8bc1\u3002<\/li>\n<\/ul>\n\n\n\n
                \n
              • Vibe coding also struggles with\u00a0long-term maintainability<\/strong>. If you\u2019re building a codebase that will live for years and be worked on by many developers, starting it off with a hodge-podge of AI-generated code can be a poor foundation. Without strong guidance, the architecture might be inconsistent. It\u2019s often better to spend extra time up front building a clean framework (with or without AI help) than to patchwork a whole product via successive AI prompts. Many early adopters have observed that the initial time saved by vibe coding can be lost later during code cleanup and refactoring when the project needs to scale or adapt.
                Vibe coding \u540c\u6837\u96be\u4ee5\u4fdd\u8bc1\u957f\u671f\u7684\u53ef\u7ef4\u62a4\u6027\u3002\u5982\u679c\u4f60\u6b63\u5728\u6784\u5efa\u4e00\u4e2a\u5c06\u5b58\u5728\u591a\u5e74\u5e76\u7531\u8bb8\u591a\u5f00\u53d1\u8005\u7ef4\u62a4\u7684\u4ee3\u7801\u5e93\uff0c\u4ece\u4e00\u5806 AI \u751f\u6210\u7684\u4ee3\u7801\u5f00\u59cb\u53ef\u80fd\u4f1a\u662f\u4e00\u4e2a\u7cdf\u7cd5\u7684\u57fa\u7840\u3002\u7f3a\u4e4f\u660e\u786e\u7684\u6307\u5bfc\uff0c\u67b6\u6784\u53ef\u80fd\u4e0d\u4e00\u81f4\u3002\u901a\u5e38\uff0c\u5728\u9879\u76ee\u521d\u671f\u6295\u5165\u989d\u5916\u65f6\u95f4\u6784\u5efa\u4e00\u4e2a\u5e72\u51c0\u7684\u6846\u67b6\uff08\u65e0\u8bba\u662f\u5426\u501f\u52a9 AI\uff09\u6bd4\u901a\u8fc7\u8fde\u7eed\u7684 AI \u63d0\u793a\u6765\u4fee\u8865\u6574\u4e2a\u4ea7\u54c1\u8981\u597d\u5f97\u591a\u3002\u8bb8\u591a\u65e9\u671f\u91c7\u7528\u8005\u5df2\u7ecf\u89c2\u5bdf\u5230\uff0cVibe coding \u6700\u521d\u8282\u7701\u7684\u65f6\u95f4\uff0c\u5728\u9879\u76ee\u9700\u8981\u6269\u5c55\u6216\u9002\u5e94\u65f6\uff0c\u4f1a\u5728\u4ee3\u7801\u6e05\u7406\u548c\u91cd\u6784\u9636\u6bb5\u88ab\u6d6a\u8d39\u6389\u3002<\/li>\n<\/ul>\n\n\n\n
                  \n
                • Another scenario to be wary of is\u00a0critical algorithms or optimizations<\/strong>. AI can produce a sorting algorithm or a database query, sure \u2013 but if you need it to be highly optimized (say, a custom memory management routine, or an algorithm that must run in sub-linear time), you\u2019re in territory where human ingenuity and deep understanding are still superior. AI might give you something that works on small data, but falls over at scale, and it won\u2019t necessarily warn you about that. A human performance engineer would design and test with those considerations in mind from the start.
                  \u53e6\u4e00\u4e2a\u9700\u8981\u8b66\u60d5\u7684\u60c5\u51b5\u662f\u5173\u952e\u7b97\u6cd5\u6216\u4f18\u5316\u3002AI \u5f53\u7136\u53ef\u4ee5\u751f\u6210\u4e00\u4e2a\u6392\u5e8f\u7b97\u6cd5\u6216\u6570\u636e\u5e93\u67e5\u8be2\u2014\u2014\u4f46\u5982\u679c\u9700\u8981\u5b83\u8fdb\u884c\u9ad8\u5ea6\u4f18\u5316\uff08\u6bd4\u5982\u4e00\u4e2a\u81ea\u5b9a\u4e49\u7684\u5185\u5b58\u7ba1\u7406\u4f8b\u7a0b\uff0c\u6216\u4e00\u4e2a\u5fc5\u987b\u5728\u4e9a\u7ebf\u6027\u65f6\u95f4\u5185\u8fd0\u884c\u7684\u7b97\u6cd5\uff09\uff0c\u4f60\u5c06\u8fdb\u5165\u4eba\u7c7b\u624d\u667a\u548c\u6df1\u523b\u7406\u89e3\u4ecd\u7136\u5360\u4f18\u7684\u9886\u57df\u3002AI \u53ef\u80fd\u4f1a\u7ed9\u4f60\u4e00\u4e2a\u5728\u5c0f\u6570\u636e\u96c6\u4e0a\u8fd0\u884c\u6b63\u5e38\u4f46\u5728\u89c4\u6a21\u6269\u5927\u65f6\u5d29\u6e83\u7684\u65b9\u6848\uff0c\u800c\u4e14\u5b83\u4e0d\u4e00\u5b9a\u4f1a\u63d0\u9192\u4f60\u8fd9\u4e00\u70b9\u3002\u4e00\u4e2a\u4eba\u7c7b\u6027\u80fd\u5de5\u7a0b\u5e08\u4ece\u4e00\u5f00\u59cb\u5c31\u4f1a\u8003\u8651\u5230\u8fd9\u4e9b\u56e0\u7d20\u8fdb\u884c\u8bbe\u8ba1\u548c\u6d4b\u8bd5\u3002<\/li>\n<\/ul>\n\n\n\n
                    \n
                  • Finally, any situation where\u00a0explainability and clarity<\/strong>\u00a0are top priorities might not be ideal for vibe coding. Sometimes you need code that other people (or auditors) can easily read and reason about. If the AI comes up with a convoluted approach, it could hinder clarity. Until AI can reliably produce simple and clearly structured code (which it\u2019s not always incentivized to do \u2013 sometimes it\u2019s overly verbose or oddly abstract), a human touch is needed to keep things straightforward.
                    \u6700\u540e\uff0c\u5728\u4efb\u4f55\u89e3\u91ca\u6027\u548c\u6e05\u6670\u6027\u662f\u9996\u8981\u8003\u8651\u7684\u60c5\u51b5\u4e0b\uff0c\u6c1b\u56f4\u7f16\u7801\u53ef\u80fd\u5e76\u4e0d\u7406\u60f3\u3002\u6709\u65f6\u4f60\u9700\u8981\u5176\u4ed6\u4eba\uff08\u6216\u5ba1\u8ba1\u5458\uff09\u80fd\u591f\u8f7b\u677e\u9605\u8bfb\u548c\u63a8\u7406\u7684\u4ee3\u7801\u3002\u5982\u679c AI \u63d0\u51fa\u4e00\u79cd\u590d\u6742\u7684\u65b9\u6cd5\uff0c\u5b83\u53ef\u80fd\u4f1a\u59a8\u788d\u6e05\u6670\u6027\u3002\u76f4\u5230 AI \u80fd\u591f\u53ef\u9760\u5730\u751f\u6210\u7b80\u5355\u4e14\u7ed3\u6784\u6e05\u6670\u7684\u4ee3\u7801\uff08\u800c\u5b83\u5e76\u4e0d\u603b\u662f\u6709\u52a8\u529b\u8fd9\u6837\u505a\u2014\u2014\u6709\u65f6\u5b83\u8fc7\u4e8e\u5197\u957f\u6216\u5947\u602a\u62bd\u8c61\uff09\uff0c\u5c31\u9700\u8981\u4eba\u7c7b\u7684\u4ecb\u5165\u6765\u4fdd\u6301\u4e8b\u60c5\u7684\u7b80\u5355\u660e\u4e86\u3002<\/li>\n<\/ul>\n\n\n\n

                    In summary,\u00a0vibe coding is a powerful accelerator, but not a silver bullet.<\/em><\/p>\n\n\n\n

                    \u603b\u4e4b\uff0cvibe coding\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u52a0\u901f\u5668\uff0c\u4f46\u4e0d\u662f\u4e07\u80fd\u836f\u3002<\/p>\n\n\n\n

                    Use it where speed matters more than polish, and where you have the leeway to iterate and fix things.\u00a0Avoid using it as a one-shot solution for mission-critical software<\/strong>\u00a0\u2013 that\u2019s like hiring a race car driver to drive a school bus; wrong tool for the job. Maybe one day AI will be so advanced that vibe coding truly can be the default for all development \u2013 but\u00a0today is not that day<\/em>. Today, it works best as a helper for the right problems and with the right oversight.<\/p>\n\n\n\n

                    \u5728\u901f\u5ea6\u6bd4\u5b8c\u7f8e\u66f4\u91cd\u8981\uff0c\u4e14\u4f60\u6709\u7a7a\u95f4\u8fed\u4ee3\u548c\u4fee\u6b63\u7684\u5730\u65b9\u4f7f\u7528\u5b83\u3002\u907f\u514d\u5c06\u5176\u4f5c\u4e3a\u5173\u952e\u4efb\u52a1\u8f6f\u4ef6\u7684\u4e00\u52b3\u6c38\u9038\u7684\u89e3\u51b3\u65b9\u6848\u2014\u2014\u8fd9\u5c31\u50cf\u96c7\u4e00\u4e2a\u8d5b\u8f66\u624b\u6765\u5f00\u6821\u8f66\uff1b\u7528\u9519\u4e86\u5de5\u5177\u3002\u4e5f\u8bb8\u6709\u4e00\u5929 AI \u4f1a\u5982\u6b64\u5148\u8fdb\uff0c\u4ee5\u81f3\u4e8e vibe coding \u771f\u6b63\u53ef\u4ee5\u6210\u4e3a\u6240\u6709\u5f00\u53d1\u7684\u9ed8\u8ba4\u9009\u62e9\u2014\u2014\u4f46\u4eca\u5929\u8fd8\u4e0d\u662f\u90a3\u4e00\u5929\u3002\u4eca\u5929\uff0c\u5b83\u6700\u9002\u5408\u4f5c\u4e3a\u89e3\u51b3\u6b63\u786e\u95ee\u9898\u5e76\u5f97\u5230\u6b63\u786e\u76d1\u7763\u7684\u52a9\u624b\u3002<\/p>\n\n\n\n

                    \u7ed3\u8bba\uff1a\u8d1f\u8d23\u4efb\u5730 vibe\u2014\u2014\u62e5\u62b1 vibe\uff0c\u4f46\u5c0a\u91cd\u5de5\u827a\u3002<\/h1>\n\n\n\n
                    \n

                    Conclusion: vibe responsibly – embrace the vibes, but honor the craft<\/p>\n<\/blockquote>\n\n\n\n

                    Vibe coding, and AI-assisted software development in general, represents a thrilling leap forward in our tools. It\u2019s\u00a0here to stay<\/strong>, and it will only get more sophisticated from here. Forward-looking engineering teams shouldn\u2019t ignore it \u2013 those who harness AI effectively will likely outpace those who don\u2019t, just as teams that embraced earlier waves of automation and better frameworks outpaced those writing everything from scratch. The message of this article is\u00a0not<\/em>\u00a0to reject vibe coding, but to\u00a0approach it with eyes open and with engineering discipline intact<\/strong>.<\/p>\n\n\n\n

                    “\u60c5\u7eea\u5316\u7f16\u7a0b\uff0c\u4ee5\u53ca AI \u8f85\u52a9\u7684\u8f6f\u4ef6\u5f00\u53d1\uff0c\u4ee3\u8868\u7740\u6211\u4eec\u5de5\u5177\u7684\u4e00\u6b21\u6fc0\u52a8\u4eba\u5fc3\u7684\u98de\u8dc3\u3002\u5b83\u5c06\u957f\u4e45\u5b58\u5728\uff0c\u5e76\u4e14\u53ea\u4f1a\u53d8\u5f97\u66f4\u52a0\u590d\u6742\u3002\u9762\u5411\u672a\u6765\u7684\u5de5\u7a0b\u56e2\u961f\u4e0d\u5e94\u5ffd\u89c6\u5b83\u2014\u2014\u90a3\u4e9b\u6709\u6548\u5229\u7528 AI \u7684\u56e2\u961f\u53ef\u80fd\u4f1a\u8d85\u8d8a\u90a3\u4e9b\u6ca1\u6709\u5229\u7528 AI \u7684\u56e2\u961f\uff0c\u5c31\u50cf\u90a3\u4e9b\u62e5\u62b1\u65e9\u671f\u81ea\u52a8\u5316\u6d6a\u6f6e\u548c\u66f4\u597d\u6846\u67b6\u7684\u56e2\u961f\u8d85\u8d8a\u4e86\u90a3\u4e9b\u4ece\u96f6\u5f00\u59cb\u7f16\u5199\u6240\u6709\u5185\u5bb9\u7684\u56e2\u961f\u4e00\u6837\u3002\u8fd9\u7bc7\u6587\u7ae0\u7684\u4fe1\u606f\u4e0d\u662f\u8981\u62d2\u7edd\u60c5\u7eea\u5316\u7f16\u7a0b\uff0c\u800c\u662f\u8981\u4fdd\u6301\u6e05\u9192\u7684\u5934\u8111\u548c\u5b8c\u6574\u7684\u5de5\u7a0b\u7eaa\u5f8b\u6765\u5e94\u5bf9\u5b83\u3002”<\/p>\n\n\n\n

                    The big takeaway is that\u00a0speed means nothing without quality<\/strong>. Shipping buggy, unmaintainable code faster is a false victory \u2013 you\u2019re just speeding towards a cliff. The best engineers will balance the two: using AI to move faster\u00a0without<\/em>\u00a0breaking things (at least not breaking things any more than we already do!). It\u2019s about finding that sweet spot where AI does the heavy lifting and humans ensure everything stands up properly.<\/p>\n\n\n\n

                    \u6700\u91cd\u8981\u7684\u542f\u793a\u662f\uff0c\u6ca1\u6709\u8d28\u91cf\uff0c\u901f\u5ea6\u5c31\u6beb\u65e0\u610f\u4e49\u3002\u66f4\u5feb\u5730\u4ea4\u4ed8\u6709\u9519\u8bef\u3001\u96be\u4ee5\u7ef4\u62a4\u7684\u4ee3\u7801\u662f\u4e00\u79cd\u865a\u5047\u7684\u80dc\u5229\u2014\u2014\u4f60\u53ea\u662f\u5728\u52a0\u901f\u8d70\u5411\u60ac\u5d16\u3002\u6700\u597d\u7684\u5de5\u7a0b\u5e08\u4f1a\u5e73\u8861\u8fd9\u4e24\u8005\uff1a\u5229\u7528 AI \u6765\u63d0\u9ad8\u901f\u5ea6\u800c\u4e0d\u7834\u574f\u4e8b\u7269\uff08\u81f3\u5c11\u4e0d\u4f1a\u6bd4\u6211\u4eec\u539f\u672c\u5df2\u7ecf\u7834\u574f\u7684\u66f4\u4e25\u91cd\uff01\uff09\u3002\u5173\u952e\u5728\u4e8e\u627e\u5230\u90a3\u4e2a AI \u627f\u62c5\u91cd\u6d3b\u800c\u4eba\u7c7b\u786e\u4fdd\u4e00\u5207\u6b63\u5e38\u8fd0\u884c\u7684\u751c\u871c\u5e73\u8861\u70b9\u3002<\/p>\n\n\n\n

                    For tech leads and engineering managers, the call to action is clear: set the tone that AI is a tool to be used\u00a0responsibly<\/em>. Encourage experimentation with vibe coding, but also establish the expectations (perhaps via some of the rules we outlined) that safeguard your codebase. Make code reviews mandatory for AI-generated contributions, create an environment where asking \u201chey, does this make sense?\u201d is welcome, and invest in upskilling your team to work\u00a0with<\/em>\u00a0AI effectively. This might even mean training developers on how to write good prompts or how to evaluate AI suggestions critically. It\u2019s a new skill set, akin to the shift to high-level languages or to distributed version control in the past \u2013 those who adapt sooner will reap benefits.<\/p>\n\n\n\n

                    \u5bf9\u4e8e\u6280\u672f\u4e3b\u7ba1\u548c\u5de5\u7a0b\u7ecf\u7406\u6765\u8bf4\uff0c\u884c\u52a8\u53f7\u53ec\u5f88\u660e\u786e\uff1a\u786e\u7acb AI \u5e94\u88ab\u8d1f\u8d23\u4efb\u4f7f\u7528\u7684\u57fa\u8c03\u3002\u9f13\u52b1\u8fdb\u884c\u6c1b\u56f4\u7f16\u7801\u7684\u5b9e\u9a8c\uff0c\u4f46\u4e5f\u8981\u901a\u8fc7\u6211\u4eec\u6982\u8ff0\u7684\u4e00\u4e9b\u89c4\u5219\u6765\u5efa\u7acb\u9884\u671f\uff0c\u4ee5\u4fdd\u62a4\u4f60\u7684\u4ee3\u7801\u5e93\u3002\u8981\u6c42\u5bf9 AI \u751f\u6210\u7684\u8d21\u732e\u8fdb\u884c\u4ee3\u7801\u5ba1\u67e5\uff0c\u521b\u9020\u4e00\u4e2a\u53ef\u4ee5\u81ea\u7531\u63d0\u95ee\u201c\u563f\uff0c\u8fd9\u5408\u7406\u5417\uff1f\u201d\u7684\u73af\u5883\uff0c\u5e76\u6295\u8d44\u4e8e\u63d0\u5347\u56e2\u961f\u4e0e AI \u9ad8\u6548\u534f\u4f5c\u7684\u6280\u80fd\u3002\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u57f9\u8bad\u5f00\u53d1\u4eba\u5458\u5982\u4f55\u5199\u51fa\u597d\u7684\u63d0\u793a\uff0c\u6216\u5982\u4f55\u6279\u5224\u6027\u5730\u8bc4\u4f30 AI \u5efa\u8bae\u3002\u8fd9\u662f\u4e00\u79cd\u65b0\u6280\u80fd\uff0c\u7c7b\u4f3c\u4e8e\u8fc7\u53bb\u8f6c\u5411\u9ad8\u7ea7\u8bed\u8a00\u6216\u5206\u5e03\u5f0f\u7248\u672c\u63a7\u5236\u7684\u8f6c\u53d8\u2014\u2014\u90a3\u4e9b\u66f4\u65e9\u9002\u5e94\u7684\u4eba\u5c06\u83b7\u5f97\u6536\u76ca\u3002<\/p>\n\n\n\n

                    We should also keep in perspective what truly matters in software engineering: solving user problems, creating reliable systems, and continuously learning. Vibe coding is a means to an end, not an end itself. If it helps us serve users better and faster, fantastic. But if it tempts us to skip the due diligence that users ultimately rely on (like quality and security), then we must rein it in. The fundamentals \u2013 clear thinking, understanding requirements, designing for change, testing thoroughly \u2013 remain as important as ever, if not more so.<\/p>\n\n\n\n

                    \u6211\u4eec\u4e5f\u5e94\u4fdd\u6301\u6e05\u9192\uff0c\u8ba4\u8bc6\u5230\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u771f\u6b63\u91cd\u8981\u7684\u662f\uff1a\u89e3\u51b3\u7528\u6237\u95ee\u9898\u3001\u521b\u5efa\u53ef\u9760\u7684\u7cfb\u7edf\uff0c\u4ee5\u53ca\u6301\u7eed\u5b66\u4e60\u3002\u7f16\u7801\u65f6\u7684\u611f\u89c9\u53ea\u662f\u4e00\u79cd\u624b\u6bb5\uff0c\u800c\u975e\u76ee\u7684\u672c\u8eab\u3002\u5982\u679c\u5b83\u5e2e\u52a9\u6211\u4eec\u66f4\u5feb\u66f4\u597d\u5730\u670d\u52a1\u7528\u6237\uff0c\u90a3\u592a\u597d\u4e86\u3002\u4f46\u5982\u679c\u5b83\u8bf1\u4f7f\u6211\u4eec\u8df3\u8fc7\u7528\u6237\u6700\u7ec8\u4f9d\u8d56\u7684\u5c3d\u804c\u8c03\u67e5\uff08\u5982\u8d28\u91cf\u548c\u5b89\u5168\uff09\uff0c\u90a3\u4e48\u6211\u4eec\u5fc5\u987b\u52a0\u4ee5\u7ea6\u675f\u3002\u57fa\u7840\u8981\u7d20\u2014\u2014\u6e05\u6670\u7684\u601d\u7ef4\u3001\u7406\u89e3\u9700\u6c42\u3001\u8bbe\u8ba1\u4ee5\u5e94\u5bf9\u53d8\u5316\u3001\u5f7b\u5e95\u6d4b\u8bd5\u2014\u2014\u5176\u91cd\u8981\u6027\u4e0d\u4ec5\u6ca1\u6709\u964d\u4f4e\uff0c\u53cd\u800c\u53ef\u80fd\u66f4\u52a0\u91cd\u8981\u3002<\/p>\n\n\n\n

                    In the end, perhaps the ethos should be:\u00a0\u201cMove fast, but don\u2019t break things \u2013 or if you do, make sure you know how to fix them.\u201d<\/strong>\u00a0Leverage the vibes to code at light speed, but back it up with the solid bedrock of engineering excellence. AI can coexist with craftsmanship; in fact, in the hands of a craftsman, it can be a powerful chisel. But the craftsman\u2019s hand is still needed to guide that chisel to create something truly enduring and well-made.<\/p>\n\n\n\n

                    \u6700\u7ec8\uff0c\u6216\u8bb8\u7406\u5ff5\u5e94\u8be5\u662f\uff1a\u201c\u5feb\u901f\u884c\u52a8\uff0c\u4f46\u4e0d\u8981\u7834\u574f\u4e8b\u7269\u2014\u2014\u5982\u679c\u4f60\u7834\u574f\u4e86\uff0c\u786e\u4fdd\u4f60\u77e5\u9053\u5982\u4f55\u4fee\u590d\u5b83\u4eec\u3002\u201d\u5229\u7528\u6c1b\u56f4\u4ee5\u9ad8\u901f\u7f16\u7801\uff0c\u4f46\u7528\u5353\u8d8a\u5de5\u7a0b\u5b66\u7684\u575a\u5b9e\u57fa\u7840\u6765\u652f\u6491\u3002\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u4e0e\u624b\u5de5\u827a\u5171\u5b58\uff1b\u4e8b\u5b9e\u4e0a\uff0c\u5728\u5320\u4eba\u7684\u624b\u4e2d\uff0c\u5b83\u53ef\u4ee5\u662f\u5f3a\u5927\u7684\u51ff\u5b50\u3002\u4f46\u5320\u4eba\u7684\u53cc\u624b\u4ecd\u7136\u9700\u8981\u5f15\u5bfc\u90a3\u628a\u51ff\u5b50\uff0c\u4ee5\u521b\u9020\u51fa\u771f\u6b63\u6301\u4e45\u4e14\u7cbe\u826f\u7684\u4f5c\u54c1\u3002<\/p>\n\n\n\n

                    So, vibe on, developers \u2013 just do it with care. Embrace the future, but don\u2019t abandon the principles that got us here.\u00a0Vibe coding is not an excuse for low-quality work<\/strong>; rather, it\u2019s an opportunity to elevate what we can achieve\u00a0when we pair human judgment with machine generative power<\/em>. The teams that internalize this will not only move fast \u2013 they\u2019ll build things worth keeping.<\/p>\n\n\n\n

                    \u6240\u4ee5\uff0c\u5f00\u53d1\u8005\u4eec\uff0c\u5927\u80c6\u53bb\u5c1d\u8bd5\u5427\u2014\u2014\u4f46\u52a1\u5fc5\u5c0f\u5fc3\u8c28\u614e\u3002\u62e5\u62b1\u672a\u6765\uff0c\u4f46\u4e0d\u8981\u629b\u5f03\u5e26\u6211\u4eec\u8d70\u5230\u8fd9\u91cc\u7684\u90a3\u4e9b\u539f\u5219\u3002\u6c1b\u56f4\u7f16\u7a0b\u4e0d\u662f\u4f4e\u8d28\u91cf\u5de5\u4f5c\u7684\u501f\u53e3\uff1b\u76f8\u53cd\uff0c\u5b83\u662f\u4e00\u4e2a\u673a\u4f1a\uff0c\u8ba9\u6211\u4eec\u5728\u7ed3\u5408\u4eba\u7c7b\u5224\u65ad\u4e0e\u673a\u5668\u751f\u6210\u80fd\u529b\u65f6\uff0c\u80fd\u591f\u63d0\u5347\u6211\u4eec\u80fd\u8fbe\u6210\u7684\u6210\u5c31\u3002\u90a3\u4e9b\u5185\u5316\u8fd9\u4e00\u7406\u5ff5\u56e2\u961f\u4e0d\u4ec5\u4f1a\u884c\u52a8\u8fc5\u901f\u2014\u2014\u4ed6\u4eec\u8fd8\u4f1a\u521b\u9020\u51fa\u503c\u5f97\u7559\u5b58\u7684\u4f5c\u54c1\u3002<\/p>\n\n\n\n

                    Happy coding, and keep the vibes high\u00a0and<\/em>\u00a0the quality higher.<\/p>\n","protected":false},"excerpt":{"rendered":"

                    “Move faster and break even more things” Th […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[4,6],"class_list":["post-55","post","type-post","status-publish","format-standard","hentry","category-5","tag-4","tag-6"],"_links":{"self":[{"href":"https:\/\/ly57.cn\/index.php\/wp-json\/wp\/v2\/posts\/55","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ly57.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ly57.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ly57.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ly57.cn\/index.php\/wp-json\/wp\/v2\/comments?post=55"}],"version-history":[{"count":5,"href":"https:\/\/ly57.cn\/index.php\/wp-json\/wp\/v2\/posts\/55\/revisions"}],"predecessor-version":[{"id":69,"href":"https:\/\/ly57.cn\/index.php\/wp-json\/wp\/v2\/posts\/55\/revisions\/69"}],"wp:attachment":[{"href":"https:\/\/ly57.cn\/index.php\/wp-json\/wp\/v2\/media?parent=55"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ly57.cn\/index.php\/wp-json\/wp\/v2\/categories?post=55"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ly57.cn\/index.php\/wp-json\/wp\/v2\/tags?post=55"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}